from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.307 | 0.070 | 0.0 | 0.018 | -1 | 1 | 0.663 | 2.019 | 0.057 | 9.068 | 0.258 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.307 | 0.070 | 0.0 | 0.018 | -1 | 1 | 0.663 | 0.023 | 0.002 | 811.551 | 84.234 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.010 | 0.0 | 0.304 | -1 | 1 | 1.000 | 2.019 | 0.057 | 0.150 | 0.007 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.010 | 0.0 | 0.304 | -1 | 1 | 1.000 | 0.023 | 0.002 | 13.467 | 1.470 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.303 | 0.010 | 0.0 | 0.018 | -1 | 5 | 0.757 | 2.914 | 0.038 | 6.281 | 0.082 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.303 | 0.010 | 0.0 | 0.018 | -1 | 5 | 0.757 | 0.027 | 0.003 | 688.017 | 71.212 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.322 | 0.006 | 0.0 | 0.322 | -1 | 5 | 1.000 | 2.914 | 0.038 | 0.111 | 0.003 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.322 | 0.006 | 0.0 | 0.322 | -1 | 5 | 1.000 | 0.027 | 0.003 | 12.116 | 1.274 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.946 | 0.097 | 0.0 | 0.019 | 1 | 100 | 0.882 | 2.085 | 0.007 | 9.088 | 0.054 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.946 | 0.097 | 0.0 | 0.019 | 1 | 100 | 0.882 | 0.020 | 0.000 | 927.888 | 22.862 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.010 | 0.0 | 0.311 | 1 | 100 | 1.000 | 2.085 | 0.007 | 0.149 | 0.005 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.010 | 0.0 | 0.311 | 1 | 100 | 1.000 | 0.020 | 0.000 | 15.217 | 0.595 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.422 | 0.065 | 0.0 | 0.018 | -1 | 100 | 0.882 | 2.891 | 0.038 | 6.372 | 0.088 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.422 | 0.065 | 0.0 | 0.018 | -1 | 100 | 0.882 | 0.023 | 0.002 | 802.013 | 75.012 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.004 | 0.0 | 0.308 | -1 | 100 | 1.000 | 2.891 | 0.038 | 0.107 | 0.002 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.004 | 0.0 | 0.308 | -1 | 100 | 1.000 | 0.023 | 0.002 | 13.425 | 1.269 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.276 | 0.030 | 0.0 | 0.018 | 1 | 5 | 0.757 | 2.053 | 0.005 | 8.904 | 0.026 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.276 | 0.030 | 0.0 | 0.018 | 1 | 5 | 0.757 | 0.019 | 0.000 | 939.501 | 7.647 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.007 | 0.0 | 0.308 | 1 | 5 | 1.000 | 2.053 | 0.005 | 0.150 | 0.003 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.007 | 0.0 | 0.308 | 1 | 5 | 1.000 | 0.019 | 0.000 | 15.833 | 0.371 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.268 | 0.160 | 0.0 | 0.018 | 1 | 1 | 0.663 | 1.185 | 0.009 | 15.421 | 0.182 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.268 | 0.160 | 0.0 | 0.018 | 1 | 1 | 0.663 | 0.020 | 0.002 | 935.084 | 114.903 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.005 | 0.0 | 0.308 | 1 | 1 | 1.000 | 1.185 | 0.009 | 0.260 | 0.004 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.005 | 0.0 | 0.308 | 1 | 1 | 1.000 | 0.020 | 0.002 | 15.756 | 1.946 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.702 | 0.015 | 0.0 | 0.004 | -1 | 1 | 0.896 | 1.859 | 0.026 | 1.992 | 0.030 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.702 | 0.015 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.008 | 0.003 | 453.774 | 178.141 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | -1 | 1 | 1.000 | 1.859 | 0.026 | 0.129 | 0.003 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | -1 | 1 | 1.000 | 0.008 | 0.003 | 29.417 | 11.562 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.737 | 0.014 | 0.0 | 0.004 | -1 | 5 | 0.922 | 2.747 | 0.035 | 1.360 | 0.018 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.737 | 0.014 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.009 | 0.002 | 436.032 | 109.162 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | -1 | 5 | 1.000 | 2.747 | 0.035 | 0.088 | 0.002 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | -1 | 5 | 1.000 | 0.009 | 0.002 | 28.101 | 7.054 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.775 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.929 | 2.005 | 0.048 | 1.882 | 0.045 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.775 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1288.932 | 102.465 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | 1 | 100 | 1.000 | 2.005 | 0.048 | 0.120 | 0.003 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | 1 | 100 | 1.000 | 0.003 | 0.000 | 81.912 | 6.646 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.774 | 0.007 | 0.0 | 0.004 | -1 | 100 | 0.929 | 2.792 | 0.044 | 1.351 | 0.021 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.774 | 0.007 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.009 | 0.002 | 442.251 | 89.967 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 100 | 1.000 | 2.792 | 0.044 | 0.086 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 100 | 1.000 | 0.009 | 0.002 | 28.097 | 5.736 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.720 | 0.013 | 0.0 | 0.004 | 1 | 5 | 0.922 | 1.953 | 0.007 | 1.905 | 0.009 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.720 | 0.013 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1281.258 | 97.265 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | 1 | 5 | 1.000 | 1.953 | 0.007 | 0.123 | 0.003 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | 1 | 5 | 1.000 | 0.003 | 0.000 | 82.777 | 6.493 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.763 | 0.013 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.074 | 0.003 | 3.503 | 0.017 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.763 | 0.013 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2052.573 | 276.224 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | 1 | 1 | 1.000 | 1.074 | 0.003 | 0.223 | 0.005 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | 1 | 1 | 1.000 | 0.002 | 0.000 | 130.878 | 17.802 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.957 | 0.000 | 0.0 | 0.121 | -1 | 1 | 0.929 | 0.498 | 0.007 | 242.756 | 3.525 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.957 | 0.000 | 0.0 | 0.121 | -1 | 1 | 0.929 | 0.003 | 0.001 | 44881.197 | 9190.423 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.575 | 0.059 | 0.0 | 2.575 | -1 | 1 | 1.000 | 0.498 | 0.007 | 5.169 | 0.140 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.575 | 0.059 | 0.0 | 2.575 | -1 | 1 | 1.000 | 0.003 | 0.001 | 955.579 | 196.885 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.319 | 0.000 | 0.0 | 0.119 | -1 | 5 | 0.946 | 0.952 | 0.019 | 125.286 | 2.533 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.319 | 0.000 | 0.0 | 0.119 | -1 | 5 | 0.946 | 0.004 | 0.001 | 33208.122 | 8184.547 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.606 | 0.110 | 0.0 | 2.606 | -1 | 5 | 1.000 | 0.952 | 0.019 | 2.737 | 0.128 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.606 | 0.110 | 0.0 | 2.606 | -1 | 5 | 1.000 | 0.004 | 0.001 | 725.417 | 181.372 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 118.638 | 0.000 | 0.0 | 0.119 | 1 | 100 | 0.951 | 5.743 | 0.091 | 20.658 | 0.329 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 118.638 | 0.000 | 0.0 | 0.119 | 1 | 100 | 0.951 | 0.003 | 0.001 | 34937.045 | 10109.491 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.584 | 0.045 | 0.0 | 2.584 | 1 | 100 | 1.000 | 5.743 | 0.091 | 0.450 | 0.011 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.584 | 0.045 | 0.0 | 2.584 | 1 | 100 | 1.000 | 0.003 | 0.001 | 760.832 | 220.557 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.118 | 0.000 | 0.0 | 0.129 | -1 | 100 | 0.951 | 3.246 | 0.052 | 39.783 | 0.642 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.118 | 0.000 | 0.0 | 0.129 | -1 | 100 | 0.951 | 0.006 | 0.001 | 23045.212 | 5135.412 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.590 | 0.065 | 0.0 | 2.590 | -1 | 100 | 1.000 | 3.246 | 0.052 | 0.798 | 0.024 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.590 | 0.065 | 0.0 | 2.590 | -1 | 100 | 1.000 | 0.006 | 0.001 | 462.238 | 103.658 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 127.413 | 0.000 | 0.0 | 0.127 | 1 | 5 | 0.946 | 1.726 | 0.025 | 73.802 | 1.081 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 127.413 | 0.000 | 0.0 | 0.127 | 1 | 5 | 0.946 | 0.002 | 0.001 | 78009.124 | 25546.517 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.628 | 0.098 | 0.0 | 2.628 | 1 | 5 | 1.000 | 1.726 | 0.025 | 1.522 | 0.061 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.628 | 0.098 | 0.0 | 2.628 | 1 | 5 | 1.000 | 0.002 | 0.001 | 1608.828 | 530.278 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.532 | 0.000 | 0.0 | 0.132 | 1 | 1 | 0.929 | 0.896 | 0.006 | 146.810 | 0.957 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.532 | 0.000 | 0.0 | 0.132 | 1 | 1 | 0.929 | 0.001 | 0.000 | 123527.635 | 44007.325 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.614 | 0.103 | 0.0 | 2.614 | 1 | 1 | 1.000 | 0.896 | 0.006 | 2.918 | 0.117 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.614 | 0.103 | 0.0 | 2.614 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2454.924 | 879.945 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.002 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.021 | 0.001 | 1.895 | 0.112 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.002 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.002 | 0.000 | 16.073 | 3.255 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.021 | 0.001 | 0.245 | 0.012 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.082 | 0.416 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.022 | 0.000 | 1.767 | 0.032 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.002 | 0.000 | 17.600 | 2.586 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.022 | 0.000 | 0.230 | 0.008 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.296 | 0.345 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.033 | 0.000 | 1.841 | 0.021 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 98.080 | 28.648 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.033 | 0.000 | 0.158 | 0.006 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.401 | 2.470 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.036 | 0.003 | 1.710 | 0.124 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.002 | 0.000 | 29.122 | 5.314 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.036 | 0.003 | 0.146 | 0.011 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.480 | 0.457 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.021 | 0.003 | 1.923 | 0.260 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 65.843 | 19.284 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.021 | 0.003 | 0.251 | 0.035 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.591 | 2.529 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.019 | 0.000 | 2.128 | 0.026 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 65.391 | 19.378 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.019 | 0.000 | 0.281 | 0.010 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.650 | 2.580 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | n_iter | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.469 | 0.014 | 300 | 0.002 | 0.000 | 0.824 | 0.107 | 0.001 | 4.373 | 0.133 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.469 | 0.014 | 300 | 0.002 | 0.000 | 0.824 | 0.016 | 0.001 | 29.144 | 1.510 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.388 | 0.010 | 300 | 0.000 | 0.388 | 1.000 | 0.107 | 0.001 | 3.619 | 0.094 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.388 | 0.010 | 300 | 0.000 | 0.388 | 1.000 | 0.016 | 0.001 | 24.120 | 1.192 | See | See |